October 2026 review

Are AI Detectors Accurate? 6 Detectors Tested

6 detectors tested, October 2026

6 detectors tested, October 2026. Sorted by mean strict-bypass rate, lowest first: hardest for humanizers to pass. Mean bypass is every humanizer in this review. Failed strict bypass is 100 minus that mean. Mixed is a vendor band that can still clear the 50% human-score threshold; it is not counted as flagged as AI. Same 50 texts for every tool. Source text is the unhumanized AI sample, labeled separately and excluded from the mean. Same-panel mean and Change use only the shared panel of detectors and humanizers versus September 2026.
DetectorVersion testedMean bypassFailed strict bypassSource textLikely AIMixedSame-panel meanChangePage
Originality.ai 5.0model-5.04.0%96.0%0%472 of 55063 of 550——/detectors/originality-ai-5/
Pangram4.117.8%82.2%0%——19.2%-13.1%/detectors/pangram/
GPTZero2026-10-07-base46.7%53.3%0%——47.0%-28.6%/detectors/gptzero/
Originality.ai Turboturbo76.7%23.3%0%——77.2%+1.0%/detectors/originality-ai/
ZeroGPTdefault82.9%17.1%2%——83.0%-11.8%/detectors/zerogpt/
Winston AI5.088.7%11.3%0%——88.6%-3.0%/detectors/winston-ai/

This is not a false-positive rate. There is no human-written control set, and these numbers are not comparable to vendor accuracy claims.

Source text is the unhumanized AI sample, not a human-written control, and is excluded from the pooled rate.

50 texts · October 2026 · Methodology · scores.csv.

Mean strict bypass by detector

  • Originality.ai 5.0
  • Pangram
  • GPTZero
  • Originality.ai Turbo
  • ZeroGPT
  • Winston AI
Mean strict-bypass rate for each detector in the October 2026 review. Lower is harder for humanizers to pass.0%25%50%75%100%Originality.ai 5.0: 4.0% mean strict bypassOriginality.ai 5.0Pangram: 17.8% mean strict bypassPangramGPTZero: 46.7% mean strict bypassGPTZeroOriginality.ai Turbo: 76.7% mean strict bypassOriginality.ai TurboZeroGPT: 82.9% mean strict bypassZeroGPTWinston AI: 88.7% mean strict bypassWinston AIMean strict-bypass rate, % of texts
50 texts · Pangram 4.1, GPTZero 2026-10-07-base, Originality.ai Turbo, Originality.ai 5.0 model-5.0, ZeroGPT default, Winston AI 5.0 · October 22, 2026 · scores.csv.

Turnitin and Copyleaks are not tested. Turnitin has no public API at this volume.

FAQ

Can AI detectors catch humanized text?

HumanizerEval reports mean strict-bypass rates on humanizer output, not a vendor accuracy score. This is not a false-positive rate. There is no human-written control set, and these numbers are not comparable to vendor accuracy claims. The numbers on this page are from the October 2026 review, plus the share of those outputs that failed a strict bypass.

Which detector was hardest for humanizers to pass?

Originality.ai 5.0 had the lowest mean strict-bypass rate, at 4.0%. That is not a claim that it is the most accurate detector. See the Originality.ai 5.0 page.

Does a failed strict bypass mean the text was flagged as AI?

A failed strict bypass is any output that did not receive a human score above the 50% bypass threshold. Mixed is a vendor band that can still clear the 50% human-score threshold; it is not the same as a vendor label of AI-written.

Why are Turnitin and Copyleaks missing?

Turnitin and Copyleaks are not tested. Turnitin has no public API at this volume.